Skip to content

Author

Ashish Kumar

We have 1 of 10 papers

We haven’t gathered this author’s papers yet. Follow them and we’ll fetch their work.

Not the right person? Other researchers publish under this name.

Open access Aug 2026

Fairness Invariants: A Relational Approach to Explaining and Mitigating Fairness Bugs

REMI, a framework for the automated localization, explanation, and mitigation of individual discrimination, is presented, which introduces a bidirectional relational explanation framework that learns over paired examples $(x, x')$ to identify regions of the input space where fairness is violated.

Ranit Debnath Akash, Ashish Kumar, Gang Tan et al. · 0 citations

We use cookies to run the site and, with your consent, for analytics and to show ads. See our Cookie Policy.